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SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian Centre for Welding and Joining University of Alberta

SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Page 1: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE

Karem E. TelloColorado School of Mines

Adrian P. GerlichPatricio F. Mendez

Canadian Centre for Welding and JoiningUniversity of Alberta

Page 2: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Canadian Centre for Welding and Joining

Page 3: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Canadian Centre for Welding and Joining

Page 4: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Target Question

• Can we predict grain size in the stir zone?– With insight– Quickly– In a general way– Reliably

• This involves relating processing to microstructure (and readily to properties)

• Test case for scaling laws

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V=6 mm/sTool M5

forall cases

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• “Boundary layer” approach– thin region contains complexity and follows tool

geometry– “outer region” involves simpler physics– sticking boundary condition around the pin, mixed

stick and slip under the shoulder

• Focus on deformation around pin– Thin layer surrounding pin (shear layer, “Couette

flow”/extrusion)• Heat Transfer• Deformation

– Base plate• Heat Transfer (preheat from shoulder)

• Hot deformation behavior ~Zener Hollomon

coupled

coup

led

Crawford et al. STWJ 06

Page 11: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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• “Boundary layer” approach– thin region contains complexity and follows tool

geometry– “outer region” involves simpler physics– sticking boundary condition around the pin, mixed

stick and slip under the shoulder

• Focus on deformation around pin– Thin layer surrounding pin (shear layer, “Couette

flow”/extrusion)• Heat Transfer• Deformation

– Base plate• Heat Transfer (preheat from shoulder)

• Hot deformation behavior ~Zener Hollomon

coupled

coup

led

Page 12: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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• “Boundary layer” approach– thin region contains complexity and follows tool

geometry– “outer region” involves simpler physics– sticking boundary condition around the pin, mixed

stick and slip under the shoulder

• Focus on deformation around pin– Thin layer surrounding pin (shear layer, “Couette

flow”/extrusion)• Heat Transfer• Deformation

– Base plate• Heat Transfer (preheat from shoulder)

• Hot deformation behavior ~Zener Hollomon

coupled

coup

led

Page 13: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Page 14: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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mechanical energy – stored energy

mechanical energy – stored energy – thermal energy into pin

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• “Slow moving heat source” – isotherms near the pin ≈ circular

• “Slow mass input”– deformation around tool has radial symmetry concentric with the tool

• “Thin shear layer”– the shear layer sees a flat (not cylindrical) tool

• “Heat from shoulder results in small T increase”– The heat of the shoulder is distributed over a wide area

Va/ a << 1

Va / wa d << 1

/d a << 1

Tp-T∞ / Ts-T∞ << 1

Page 18: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Page 19: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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simplification valid simpl. invalidgray zone

constant, right order of magnitude

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Page 23: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Can we use scaling laws instead of experiments to predict grain size?

Page 24: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Calibration of scaling law

• Need to calibrate T0 and

• For region of valid hypotheses• C1 = 0.835

• C2 = 1.10

ΔTs

C1 C2+

Page 25: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Calibration of scaling law

Page 26: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Prediction of grain size

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Additional check

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d=5 mm d=85 mm

d=110 mm d=120 mm

V=0.42 mm/s156 rpm

Tool 6.35 mm

Page 29: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Prediction of grain size

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Discussion

• Grain size during stirring vs. coarsening during cooling cycle

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Grain size during stirring vs. coarsening during cooling cycle

• During stirringMcQuenn 75, 02

Page 32: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Grain size during stirring vs. coarsening during cooling cycle

D0 << D

Page 33: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Summary

• Simple but accurate expressions for grain size in stir zone– Additional experiment supports calculations

• Scaling law for temperature– Very close to experimental measurements– Easy to couple with empirical correlations of grain growth

• Scaling law for shear– Close to experimental measurements– Supports Sato’s hypothesis that for 6061/3 alloys final

grain growth is mostly due to coarsening

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Points outside validity of simplification

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Alternative interpretation of coarsening

• Coarsening: effect of combined time and temperature

• Sato: maximum temperature is dominant• Issues to consider:

– Coarsening happens outside the shear layer– Inside the shear layer we have DRX, not static

coarsening– Maximum temperature is well inside shear layer

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Integrate from here

Page 37: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Goal• Create “textbook” type equations for FSW: Discover Scaling

Laws – e.g. Christensen’s and Rosenthal’s solutions– approximate– use only parameters known a priori– good for process design, control, robotics (fast calculations)– good for analysis of outliers and to extrapolate across alloys– good for reverse problem

– good for summarizing massive amounts of data

– good for meta-models– insightful (explicit variable dependences)

Page 38: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Simplified Model of Shear Layer

semi-infinite substrate

shear force from tool

hot and deformed shear layer

d

x

∞Schmidt, Acta Mat. 06

Page 39: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Coupling in Shear Layer

x

T∞

Ts

T0

x

a

shear layer

temperature profile

velocity profile

heat is generated by plastic deformation in the shear layer

thickness of shear layer determined by To: “minimum temperature for significant shearing”

heat is dissipated away in the substrate

Decay in velocity is in a distance of the order of the heat penetration.

Shear thinning models: decay in velocity is in smaller distance than heat penetration

Page 40: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Scaling Analysis• 4 equations, 4 unknowns• Equations

– shear layer, heat conduction– shear layer, heat generation– constitutive law– base plate, heat conduction

• Unknowns– shear layer thickness– temperature jump inside shear layer– frictional heat generated– flow shear stress

Page 41: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Heat Transfer in Shear Layer

x

T∞

Ts

T0

x

a

shear layer

temperature profile

velocity profile

02

2

k

q

x

T

1D conservation of energy, steady state

0

0

0

TT

x

T

x

x

little heat lost to tool

T0 : matching parameter

conduction heat transfer

volumetric heat generation

Page 42: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Heat Transfer in Shear Layer

*

*0

*

qqq

TTTT

xx

c

S

Δ

STΔ

x

T∞

Ts

T0

normalization of variables

02 **

2

2

2

Δ

qk

q

x

TT cS

normalization of energy equation

OM(1)scaling equation

ˆ

ˆ2

2

Δk

qT cS

1

1 equation3 unknowns

charact value

Page 43: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Heat Generation in Shear Layerforce equilibrium (near pin)

tt

shear layer substrate

constant inertial forces are small relative to flow stress

heat generation

dx

dvq ss

t t

Page 44: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Heat Generation in Shear Layer

velocity decreases with temperature

no slip condition at pin / substrate interface(potential slip at shoulder!)Schmidt, Modelling Simul. Mater. Sci. Eng. 2004•when tool comes out has aluminum stuck on it• threads and texture help move the metal around•most wear happens during plunging scaling equation

ˆ q c =3

2

η sˆ τ ωaˆ δ

normalization of heat generation

qcq* =

3

2

η sτ ωa

δ

dv

dx

⎝ ⎜

⎠ ⎟

*

2 2 equations4 unknowns

dx

dvq s

xd

w a

shear layer

Page 45: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Constitutive Law in Shear Layer

RT

QA

n

R

exp

Al 6061

limit of empirical data

extrapolated values

Page 46: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Constitutive Law in Shear Layer

)(exp2 ***

xfRT

QA

dx

dva

s

n

R

RT

QA

n

R

exp

s

n

R TR

QA

expˆ

ˆ2

3 equations

4 unknowns

not a power law

Page 47: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Constitutive Law in Shear Layer

TT0

v’c

shear layer

Ts Tm

v’11

STΔ

mTΔ

shearing“no shearing” two regimes for Arrhenius-type function

a

linearized constitutive law

B

3

3 equations4 unknowns

Page 48: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Heat Transfer in Base Plate• Line heat source on a plate

– Low Pe: isotherms ≈ circular– Could be many other temperature distributions

)(ˆ2

00 Pefk

aTTT c

Δ

)(exp)( 0 PeKPePef

4 4 equations!4 unknowns

Page 49: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Equations• System of 4 equations with 4 unknownsd, t, DTs, qc

1

2

3

4

ˆ

ˆ2

2

Δk

qT cS

ˆ q c =3

2

η sˆ τ ωaˆ δ

)(ˆ2

0 Pefk

aT c

Δ

=

Page 50: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Solutions• Have the form of power-laws• Use only tabulated parameters

– no need to measure torque or temperatures– involve no empirical factors

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Comparisons

• Solutions should capture – right order of magnitude– right trends

• Example for temperature

– measurements/numerical solutions are normalized by predictions

– should be ~1 in range of hypotheses– should be ~ constant in range of hypotheses

TT

TT

S

S

ˆ

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Maximum Temperature

• No calibration factors, only tabulated data• Valid for aluminum and steel• Translation is always slow• Not much variation with Pe

• variation with Pe has been properly captured by scaling law

• Scaling law provides correct order of magnitude• overpredicts temperature

stainless 304 steel 1018

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Maximum Temperature

• Rotation is typically fast, but can be slow• Not much variation

stainless 304 steel 1018 Ti 6-4

Page 54: SCALING LAWS TO ESTIMATE GRAIN SIZE AND COARSENING IN THE STIR ZONE Karem E. Tello Colorado School of Mines Adrian P. Gerlich Patricio F. Mendez Canadian

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Maximum Temperature

• Shear layer is typically thin, but can be thick• For thin shear layer: not much variation• For thick shear layer: consistent deviation

stainless 304 steel 1018

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Maximum Temperature

• Corrected using trend based on shear layer thickness• Good for aluminums, steels… hopefully for all materials• Good beyond hypotheses (why?)

stainless 304

steel 1018

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Torque

0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

1.00E-02 1.00E-01 1.00E+00Pe

M/M

*

Khandkar etal. AA6061 Liernert etal. AA6061 ExpYang etal Schmidt and Hattel AA2024 2005Lienert etal. 1018 steel Lienert etal. AA7075Long etal. AA5083-O Reynolds etal. AA7050 2003LOng etal. AA7050-T7

.

• No calibration factors, only tabulated data•Valid for aluminum and steel•Not much variation with Pe

• variation with Pe has been properly captured by scaling law

• Scaling law provides correct order of magnitude

• underpredict torque

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0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

0.01 0.10 1.00 10.00 100.00*/a

T/T

*

Khandkar etal. AA6061 Lienert etal. AA6061 Yang etal. AA2024

Schmidt etal. AA2024 Lienert etal. 1018 steel Lienert etal. AA7075

Colligan AA5083 Long etal. AA5083-O Reynolds etal. AA7050 2003Long etal. AA7050-T7

Torque• No calibration factors, only tabulated data• Valid for aluminum and steel• Not much variation with relative shear layer thickness

• variation with relative thickness has been properly captured by scaling law

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0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

0.01 0.10 1.00 10.00 100.00

V/*

T/T

*

Khandkar etal. AA6061 Lienert etal. AA6061Yang etal. AA2024 Schmidt and Hattel 2005 AA2024Zhu etal. 304SS Lienert etal. 1018 steelLienert etal. AA7075 Long etal. AA5083-OReynolds etal. AA7050 2003 Long etal. AA7050-T7Lienert etal. Ti6Al4V

Torque• No calibration factors, only tabulated data• Valid for aluminum, steel, titanium•High rotation speed: ~ constant•Low rotation speed: consistent deviation

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Torque

• Corrected using trend based on rotational speed• Good for aluminums, steels, titanium• Good beyond hypotheses

stainless 304

steel 1018

Ti 6-4